{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (285179597)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ul8MTAQAAINklxJ5tSerp6dHWrVt14cIFFRUVaezYsTp58qQOHz6smpoajRkzRsuXL1d6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\n3sAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ffa6050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(mpg, aes(x='class', y='hwy')) + geom_boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (285424437)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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N9SmF/edejswsT9V3+vRpuw9nnT59Gkajsc8spXDoQf9YH/tPdpan+m8ggzIG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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11033bd90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(mpg, aes(x='class', y='hwy')) + geom_boxplot() + facet_wrap('manufacturer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (291346969)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OHbMcEQrJyELS7YWldHVq0fBuJG6fajTUVnYoHyNbvbnNokWLNHv2bFVVVWn27NlatGiR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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11843d5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='clarity', y='price')) + geom_boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (294760929)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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5sp544glJV94kee+996qkpESLFy/W9u3b5fP5VF9fL4/HI0mqr683Lv03ep738uXL1dTU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\nAAAAS/4/qJMnZ1jy6jIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119192c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='clarity', y='price')) + geom_boxplot(outliers=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (295705261)>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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lPfHEE5Ku/JDkvffeq5KSEi1evFjbt2+Xz+dTfX29PB6PJKm+vt649d/odd7Lly9XU1OT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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1196fa090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='clarity', y='price')) + geom_boxplot(outliers=False, median=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (295776389)>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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AADCEsg0AAAAYQtkGAAAADKFsAwAAAIZQtgEAAABDKNsAAACAIZRtAAAAwBDK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\nlG0AAADAEMo2AAAAYAhlGwAAADDk/wFzkiWaDnxMrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a65b890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='clarity', y='price')) + geom_boxplot(outliers=False, median=False, lines=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (296785973)>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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T06N0Ou3oLG7JQxJ5/Bp5mNyUh0QmVyIPk1vy4HvM28hjtNLSUqdHyBrHyvauXbt04sQJ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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b0a5d10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='clarity', y='price')) + geom_boxplot(outliers=False, notch=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<ggplot: (297378317)>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4nTW1EU64vgIkW11dXcQzZZE4db1qxI7fNZA9TBXb7e3tWrVqlZ544gnt3LlT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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b988310>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(chopsticks, aes(x='individual', y='food_pinching_effeciency')) + geom_boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
